rafw007/qwen3.8-27b-redteam:latest

OLLAMA GGUF

qwen35 · 27.3B · Q4_K_M

Marginal

Oct 2, 2026 · Cortex-X925

gemma-4-31b-it-mlx

LM-STUDIO MLX

gemma4 · 31B · 8bit

Excellent

Aug 19, 2026 · Apple M4 Max

Global Score

59 vs 85

Hardware Fit

62 vs 64

Quality Score

58 vs 94

Hardware

rafw007/qwen3.8-27… gemma-4-31b-it-mlx

MachineNVIDIA NVIDIA_DGX_SparkMacBook Pro

CPUCortex-X925Apple M4 Max

Cores2016

RAM122 GB128 GB

GPUDevice 2e12Apple M4 Max

OSUbuntu 24.04.5 LTSmacOS 26.5.2

Archarm64arm64

Power Modeperformancebalanced

Performance

rafw007/qwen3.8-27… gemma-4-31b-it-mlx

Tokens/sec12.913.6

First chunk442 ms16 ms

TTFT442 ms558 ms

Load time6.8 s12.3 s

Memory usage19.3 GB0.0 GB

Memory %16%0%

HW Fit Score Breakdown

rafw007/qwen3.8-27b-red…

Speed

12/50

TTFT

20/20

Memory

30/30

gemma-4-31b-it-mlx

Speed

14/50

TTFT

20/20

Memory

30/30

Quality

rafw007/qwen3.8-27b-red…

Reasoning

18/20

Coding

15/20

Instruction

7/20

Structured

1/15

Math

14/15

Multilingual

3/10

Reasoning: Strong Coding: Adequate Instruction Following: Weak Structured Output: Poor Math: Strong Multilingual: Weak

gemma-4-31b-it-mlx

Reasoning

19/20

Coding

19/20

Instruction

18/20

Structured

15/15

Math

14/15

Multilingual

9/10

Reasoning: Strong Coding: Strong Instruction Following: Strong Structured Output: Strong Math: Strong Multilingual: Strong

View rafw007/qwen3.8-27… details | View gemma-4-31b-it-mlx details

Run yours and compare

$ npm install -g metrillm@latest

$ metrillm

Requires Node 20+ and Ollama or LM Studio running

Or run without installing: npx metrillm@latest